Every Number
Turn spreadsheets into auditable dashboards where every number shows its source rows and calculation.
Converts Excel or CSV files into read-only dashboards that display every calculated number with its receipt: the definition, rows used, and rows excluded with reasons. No account required. Dashboards are shareable and auto-delete after 24 hours unless saved.
Try asking Muse: "Show me a dashboard of our October sales with every total traced back to the rows that made it."
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Source: Found in the official MCP Registry (app.everynumber/spreadsheet-dashboard) · First listed October 31, 2026
Last 24 hours
Each bar is one check, every 15 minutes. Green means it answered. Last checked 2 h ago.
Is it safe to connect?
What Muse can see: It does not ask you to sign in, so it cannot see your accounts. It only sees what Muse sends it from your request.
Before it acts: Read what Muse plans to do before you approve it, and remove the app from Muse when you stop using it.
musedirectory.ai is not part of Meta. More about how Muse handles your information
How to add it to Muse
Not in Muse's Connectors list yet, but Muse can still use it. Copy the request below and paste it into Muse. Muse asks before it shares anything with the app's site. Meta does not review apps used this way, so only use ones you trust. We tested this in the Muse app on September 24, 2026: Muse used an app's link directly this way and returned a live answer.
https://everynumber.app/mcpNot in Muse's Connectors list yet. Muse can still use it: its page gives you a request to paste into Muse.
Also use it in ChatGPT or Claude
Every Number is a remote MCP server, so any assistant that can add a custom connector by link can use it. Same link, same tools.
Add it to ChatGPT
- 1
Open ChatGPT settings
In ChatGPT, open Settings, then Connectors (called Apps & Connectors on some accounts).
- 2
Turn on developer mode
Under Advanced settings, switch on Developer mode. That is what lets you add a connector by link.
- 3
Create the connector
Choose Create, give it a name, paste the link as the MCP server URL, and save. If it needs a sign-in, ChatGPT asks for it here.
- 4
Use it in a chat
Start a chat, open the tools menu, pick the connector, and ask. ChatGPT asks before it runs a tool the first time.
Custom connectors need a paid ChatGPT plan, and on Team, Enterprise and Edu accounts only an admin can add them. Our "Working" label means the server answered us; it cannot tell whether your plan lets you add it. All connectors that work in ChatGPT
Add it to Claude
- 1
Open Claude settings
In Claude, open Settings, then Connectors.
- 2
Add a custom connector
Choose Add custom connector, give it a name, and paste the link.
- 3
Connect and use it
If it needs a sign-in, Claude sends you to it. Then turn the connector on in a chat from the tools menu and ask.
Custom connectors are available on paid Claude plans; on Team and Enterprise accounts an admin may need to add them. Our "Working" label means the server answered us; it cannot tell whether your plan lets you add it. All connectors that work in Claude
https://everynumber.app/mcpWhat people ask Muse to do
Technical details: safety screening, tools, response time and recent checks
Response time at the last check: 1986ms. Worked in n/a of checks over 30 days.
Screening · October 31, 2026
Screened, no issues found
Screening looks for known threats and hidden instructions at the time of the check, and runs again weekly and whenever the tool list changes. It cannot see the server's code, so only connect what you need and review what Muse asks to do. How screening works.
Tools · 1
make_dashboard_from_fileTurn a spreadsheet export (Excel or CSV, up to 10 MB) into an Every Number dashboard. Returns a read-only dashboard link and every number on it with its receipt: the definition, the rows it used, and the rows it left out with the reason. Fixed rules lay out the screen and a databLink
https://everynumber.app/mcpQuestions about Every Number in Muse
How do I connect Every Number to Muse?
Not in Muse's Connectors list yet, but Muse can still use it. Paste this into Muse: "Use Every Number to help me. It is a free service with an MCP server at https://everynumber.app/mcp. It does not need an API key. Ask me before you share anything with it." Muse asks before it shares anything with the app's site. Meta does not review apps used this way, so only use ones you trust. We tested this in the Muse app on September 24, 2026: Muse used an app's link directly this way and returned a live answer.
Is Every Number working right now?
At the last check (October 31, 2026, 15:26 UTC) the endpoint was working, answering in 1986ms. It is checked every 15 minutes.
Is Every Number safe to connect to Muse?
It was screened on October 31, 2026 with the result "screened, no issues found". Screening checks the domain against threat feeds and reads the tools for hidden instructions and requests for passwords or card numbers. It cannot see the server's code, so grant only the access you need.
What can Every Number do in Muse?
It exposes 1 tools, including make_dashboard_from_file. For example, you could ask Muse: "Show me a dashboard of our October sales with every total traced back to the rows that made it."
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This listing was added from public sources (Found in the official MCP Registry (app.everynumber/spreadsheet-dashboard)). If you build Every Number, claim it to correct the details and get your badge.
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